Machine Learning on Coursera
I've had plans to take a course like this since ages ago. Artificial intelligence and related topics are very interesting so it is a good idea to increase own level of awareness here. And still this is a good change to recover my math skills being completely unused for a few years since I was graduated. Nice challenge. nice course, hope I will find a time and motivation to complete it
Критерий завершения
All materials have been passed through, all assignments are done
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Week 1
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Introduction
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Linear Regression with One Variable
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Linear Algebra Review
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Practice Quiz: Linear Algebra
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Week 2
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Linear Regression with Multiple Variables
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Octave/Matlab Tutorial
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Programming Assignment: Linear Regression
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Week 3
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Logistic Regression
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Regularization
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Programming Assignment: Logistic Regression
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Week 4
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Neural Networks: Representation
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Programming Assignment: Multi-class Classification and Neural Networks
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Week 5
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Neural Networks: Learning
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Programming Assignment: Neural Network Learning
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Week 6
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Advice for Applying Machine Learning
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Programming Assignment: Regularized Linear Regression and Bias/Variance
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Machine Learning System Design
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Week 7
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Support Vector Machines
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Programming Assignment: Support Vector Machines
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Week 8
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Unsupervised Learning
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Dimensionality Reduction
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Programming Assignment: K-Means Clustering and PCA
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Week 9
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Anomaly Detection
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Recommender Systems
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Programming Assignment: Anomaly Detection and Recommender Systems
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Week 10
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Large Scale Machine Learning
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Week 11
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Application Example: Photo OCR
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